Variability of Drop Size Distributions: Noise and Noise Filtering in Disdrometric Data

Gyuwon Lee, I. Zawadzki
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引用次数: 82

Abstract

Abstract Disdrometric measurements are affected by the spurious variability due to drop sorting, small sampling volume, and instrumental noise. As a result, analysis methods that use least squares regression to derive rainfall rate–radar reflectivity (R–Z) relationships or studies of drop size distributions can lead to erroneous conclusions. This paper explores the importance of this variability and develops a new approach, referred to as the sequential intensity filtering technique (SIFT), that minimizes the effect of the spurious variability on disdrometric data. A simple correction for drop sorting in stratiform rain illustrates that it generates a significant amount of spurious variability and is prominent in small drops. SIFT filters out this spurious variability while maintaining the physical variability, as evidenced by stable R–Z relationships that are independent of averaging size and by a drastic decrease of the scatter in R–Z plots. The presence of scatter causes various regression methods to y...
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液滴大小分布的可变性:非对称数据中的噪声和噪声滤波
非对称测量受到由于下降分选、小采样体积和仪器噪声引起的杂散变异性的影响。因此,使用最小二乘回归来推导降雨率-雷达反射率(R-Z)关系的分析方法或水滴大小分布的研究可能导致错误的结论。本文探讨了这种可变性的重要性,并开发了一种新的方法,称为顺序强度滤波技术(SIFT),该方法可以最大限度地减少虚假可变性对非对称数据的影响。对层状雨中雨滴分选的简单校正表明,它会产生大量的伪变率,在小雨滴中尤为突出。SIFT滤除了这种虚假的变异性,同时保持了物理变异性,这一点可以通过稳定的R-Z关系来证明,这种关系与平均尺寸无关,并且R-Z图中的散点急剧减少。散点的存在导致各种回归方法对y…
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